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Understanding software vulnerabilities and their resolutions is crucial for securing modern software systems. This study presents a novel traceability model that links a pair of sentences describing at least one of the three types of…

Software Engineering · Computer Science 2025-03-17 Amiao Gao , Zenong Zhang , Simin Wang , Liguo Huang , Shiyi Wei , Vincent Ng

The Common Weakness Enumeration (CWE) is a prominent list of software weakness types. This list is used by vulnerability databases to describe the underlying security flaws within analyzed vulnerabilities. This linkage opens the possibility…

Cryptography and Security · Computer Science 2020-06-16 Peter Mell , Assane Gueye

Software vulnerabilities continue to be the primary cause of cyberattacks. It is crucial to identify vulnerabilities in applications' source code before attackers gain access to them and exploit any vulnerability they may contain.…

Software Engineering · Computer Science 2026-05-26 Jorge Martins , David Dantas , Rafael Ramires , Bernardo Ferreira , Ibéria Medeiros

Open-source software (OSS) has become increasingly more popular across different domains. However, this rapid development and widespread adoption come with a security cost. The growing complexity and openness of OSS ecosystems have led to…

Cryptography and Security · Computer Science 2025-06-17 Seyed Ali Akhavani , Behzad Ousat , Amin Kharraz

Code reuse in software development frequently facilitates the spread of vulnerabilities, making the scope of affected software in CVE reports imprecise. Traditional methods primarily focus on identifying reused vulnerability code within…

Software Engineering · Computer Science 2024-11-28 Siyuan Li , Yuekang Li , Zuxin Chen , Chaopeng Dong , Yongpan Wang , Hong Li , Yongle Chen , Hongsong Zhu

The advances of deep learning (DL) have paved the way for automatic software vulnerability repair approaches, which effectively learn the mapping from the vulnerable code to the fixed code. Nevertheless, existing DL-based vulnerability…

Software Engineering · Computer Science 2024-03-13 Xin Zhou , Kisub Kim , Bowen Xu , DongGyun Han , David Lo

We present VulGuard, an automated tool designed to streamline the extraction, processing, and analysis of commits from GitHub repositories for Just-In-Time vulnerability prediction (JIT-VP) research. VulGuard automatically mines commit…

Software Engineering · Computer Science 2025-07-23 Duong Nguyen , Manh Tran-Duc , Thanh Le-Cong , Triet Huynh Minh Le , M. Ali Babar , Quyet-Thang Huynh

Bug triaging for security vulnerabilities is a critical part of software maintenance, ensuring that the most pressing vulnerabilities are addressed promptly to safeguard system integrity and user data. However, the process is…

Automatic patch generation can significantly reduce the window of exposure after a vulnerability is disclosed. Towards this goal, a long-standing problem has been that of patch localization: to find a program point at which a patch can be…

Cryptography and Security · Computer Science 2020-08-12 Shiqi Shen , Aashish Kolluri , Zhen Dong , Prateek Saxena , Abhik Roychoudhury

Intelligent Connected Vehicles (ICVs) are a core component of modern transportation systems, and their security is crucial as it directly relates to user safety. Despite prior research, most existing studies focus only on specific…

Cryptography and Security · Computer Science 2026-01-05 Yuelin Wang , Yuqiao Ning , Yanbang Sun , Xiaofei Xie , Zhihua Xie , Yang Chen , Zhen Guo , Shihao Xue , Junjie Wang , Sen Chen

Software vulnerabilities are often detected via taint analysis, penetration testing, or fuzzing. They are also found via unit tests that exercise security-sensitive behavior with specific inputs, called vulnerability-witnessing tests.…

Software Engineering · Computer Science 2026-01-23 Emanuele Iannone , Quang-Cuong Bui , Riccardo Scandariato

Critical vulnerabilities with Common Vulnerability Scoring System scores of 9.0 or higher pose severe risks to organisations' information systems. Timely detection and remediation are essential to minimise economic and reputational damage…

Cryptography and Security · Computer Science 2026-04-23 Lena Sinterhauf , Andreas Aßmuth , Roland Kaltefleiter

As software vulnerabilities increase in both volume and complexity, vendors often struggle to repair them promptly. Automated vulnerability repair has emerged as a promising solution to reduce the burden of manual debugging and fixing…

Software Engineering · Computer Science 2024-11-28 Bo Lin , Shangwen Wang , Liqian Chen , Xiaoguang Mao

Decentralized finance (DeFi) is revolutionizing the traditional centralized finance paradigm with its attractive features such as high availability, transparency, and tamper-proofing. However, attacks targeting DeFi services have severely…

Software Engineering · Computer Science 2024-04-17 Yepeng Ding , Arthur Gervais , Roger Wattenhofer , Hiroyuki Sato

Java applications include third-party dependencies as bytecode. To keep these applications secure, researchers have proposed tools to re-identify dependencies that contain known vulnerabilities. Yet, to allow such re-identification, one…

Software Engineering · Computer Science 2024-07-26 Stefan Schott , Wolfram Fischer , Serena Elisa Ponta , Jonas Klauke , Eric Bodden

The increasing complexity of modern software systems has led to a rise in vulnerabilities that malicious actors can exploit. Traditional methods of vulnerability detection, such as static and dynamic analysis, have limitations in…

Software Engineering · Computer Science 2025-04-01 Amanpreet Singh Saimbhi

Due to its powerful automatic feature extraction, deep learning (DL) has been widely used in source code vulnerability detection. However, although it performs well on artificial datasets, its performance is not satisfactory when detecting…

Cryptography and Security · Computer Science 2021-12-14 Shihan Dou , Yueming Wu , Wenxuan Li , Feng Cheng , Wei Yang , Yang Liu

Large language models (LLMs) are now largely involved in software development workflows, and the code they generate routinely includes third-party library (TPL) imports annotated with specific version identifiers. These version choices can…

Software Engineering · Computer Science 2026-05-08 Chengjie Wang , Jingzheng Wu , Xiang Ling , Tianyue Luo , Chen Zhao

The changesets (or patches) that fix open source software vulnerabilities form critical datasets for various machine learning security-enhancing applications, such as automated vulnerability patching and silent fix detection. These patch…

Software Engineering · Computer Science 2025-09-23 Hui Chen , Yunhua Zhao , Kostadin Damevski

Security practitioners maintain vulnerability reports (e.g., GitHub Advisory) to help developers mitigate security risks. An important task for these databases is automatically extracting structured information mentioned in the report,…

Cryptography and Security · Computer Science 2024-05-21 Tianyu Chen , Lin Li , Liuchuan Zhu , Zongyang Li , Xueqing Liu , Guangtai Liang , Qianxiang Wang , Tao Xie
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